Welcome to Apprentice’s documentation!

Contents:

• Quickstart
  • Overview of Apprentice
  • Dependencies
  • Installation
  • Testing the installation
• Code Documentation
  • Surrogate models
    • Base class
    • Available implementation
  • Prediction function
    • Base class
    • Available implementation
  • Function Optimization
    • Base class
    • Available implementation
  • Monomial
  • Function parameter space
  • Utility
• Surrogate Models
• Functions
• Function Optimization

Tutorials:

• Using apprentice to construct surrogate models
  • Getting started
  • SurrogateModel base class
    • Construction methods
    • Abstract (unimplemented) methods
    • Properties
  • Available implementations of the SurrogateModel base class in apprentice
  • Construct your own implementation of the SurrogateModel base class
• Using apprentice to construct and use Polynomial Approximation Surrogate Model
  • Overview
  • Getting started
  • Construct polynomial approximation surrogate model
    • From interpolation points
    • From data structure
    • From file
  • Operations allowed on the polynomial approximation object
• Using apprentice to construct and use Rational Approximation Surrogate Model
  • Overview
  • Getting started
  • Construct rational approximation surrogate model
    • From interpolation points
    • From data structure
    • From file
  • Operations allowed on the rational approximation object
• Using apprentice to construct and use Gaussian Process
  • Getting started
  • Construct gaussian process surrogate model
    • From interpolation points
    • From data structure
    • From file
  • Operations allowed on the GP object
• Using apprentice to construct prediction functions
  • Getting started
  • Function base class
    • Construction methods
    • Abstract (unimplemented) methods
    • Properties
  • Available implementations of the Function base class in apprentice
    • Least Squares
    • Generator Tuning
  • Construct your own implementation of the Function base class
• Using apprentice to perform function optimization
  • Getting started
  • Minimizer base class
    • Construction methods
    • Abstract (unimplemented) methods
  • Available implementations of the Function base class in apprentice
    • ScipyMinimizer
  • Construct your own implementation of the Minimizer base class

Indices and tables

• Index

• Module Index

• Search Page